Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 114 |
| Missing cells | 16 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 36 |
| Duplicate rows (%) | 31.6% |
| Total size in memory | 11.7 KiB |
| Average record size in memory | 105.1 B |
Variable types
| Numeric | 12 |
|---|---|
| Unsupported | 1 |
| Dataset has 36 (31.6%) duplicate rows | Duplicates |
occupiedDwellings is highly correlated with apartmentLessThanFiveStories and 1 other fields | High correlation |
singleDetached is highly correlated with averageNumRooms | High correlation |
semiDetached is highly correlated with averageValue | High correlation |
apartmentLessThanFiveStories is highly correlated with occupiedDwellings | High correlation |
apartmentMoreThanFiveStories is highly correlated with occupiedDwellings and 1 other fields | High correlation |
averageNumRooms is highly correlated with singleDetached and 2 other fields | High correlation |
averageValue is highly correlated with semiDetached | High correlation |
medianHouseholdIncome is highly correlated with averageNumRooms | High correlation |
occupiedDwellings is highly correlated with apartmentLessThanFiveStories | High correlation |
singleDetached is highly correlated with averageNumRooms | High correlation |
apartmentLessThanFiveStories is highly correlated with occupiedDwellings | High correlation |
apartmentMoreThanFiveStories is highly correlated with averageNumRooms | High correlation |
averageNumRooms is highly correlated with singleDetached and 2 other fields | High correlation |
averageValue is highly correlated with medianHouseholdIncome | High correlation |
medianHouseholdIncome is highly correlated with averageNumRooms and 1 other fields | High correlation |
occupiedDwellings is highly correlated with apartmentLessThanFiveStories | High correlation |
apartmentLessThanFiveStories is highly correlated with occupiedDwellings | High correlation |
averageNumRooms is highly correlated with medianHouseholdIncome | High correlation |
medianHouseholdIncome is highly correlated with averageNumRooms | High correlation |
df_index is highly correlated with occupiedDwellings and 8 other fields | High correlation |
occupiedDwellings is highly correlated with df_index and 9 other fields | High correlation |
singleDetached is highly correlated with df_index and 10 other fields | High correlation |
semiDetached is highly correlated with df_index and 7 other fields | High correlation |
rowHouses is highly correlated with df_index and 7 other fields | High correlation |
apartmentInDuplex is highly correlated with df_index and 8 other fields | High correlation |
apartmentLessThanFiveStories is highly correlated with df_index and 9 other fields | High correlation |
apartmentMoreThanFiveStories is highly correlated with df_index and 7 other fields | High correlation |
otherDwellings is highly correlated with df_index and 6 other fields | High correlation |
averageNumRooms is highly correlated with df_index and 10 other fields | High correlation |
averageValue is highly correlated with singleDetached and 2 other fields | High correlation |
medianHouseholdIncome is highly correlated with occupiedDwellings and 5 other fields | High correlation |
averageNumRooms has 4 (3.5%) missing values | Missing |
averageValue has 4 (3.5%) missing values | Missing |
medianHouseholdIncome has 4 (3.5%) missing values | Missing |
medianRent has 4 (3.5%) missing values | Missing |
medianRent is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
df_index has 3 (2.6%) zeros | Zeros |
semiDetached has 7 (6.1%) zeros | Zeros |
rowHouses has 23 (20.2%) zeros | Zeros |
apartmentInDuplex has 2 (1.8%) zeros | Zeros |
apartmentMoreThanFiveStories has 25 (21.9%) zeros | Zeros |
otherDwellings has 49 (43.0%) zeros | Zeros |
Reproduction
| Analysis started | 2021-12-06 18:09:44.540455 |
|---|---|
| Analysis finished | 2021-12-06 18:10:13.204710 |
| Duration | 28.66 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 38 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.5 |
| Minimum | 0 |
|---|---|
| Maximum | 37 |
| Zeros | 3 |
| Zeros (%) | 2.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.65 |
| Q1 | 9 |
| median | 18.5 |
| Q3 | 28 |
| 95-th percentile | 35.35 |
| Maximum | 37 |
| Range | 37 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 11.01427071 |
|---|---|
| Coefficient of variation (CV) | 0.5953659844 |
| Kurtosis | -1.201545472 |
| Mean | 18.5 |
| Median Absolute Deviation (MAD) | 9.5 |
| Skewness | 0 |
| Sum | 2109 |
| Variance | 121.3141593 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 0 | 3 | 2.6% |
| 28 | 3 | 2.6% |
| 21 | 3 | 2.6% |
| 22 | 3 | 2.6% |
| 23 | 3 | 2.6% |
| 24 | 3 | 2.6% |
| 25 | 3 | 2.6% |
| 26 | 3 | 2.6% |
| 27 | 3 | 2.6% |
| 29 | 3 | 2.6% |
| Other values (28) | 84 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 3 | |
| 2 | 3 | |
| 3 | 3 | |
| 4 | 3 | |
| 5 | 3 | |
| 6 | 3 | |
| 7 | 3 | |
| 8 | 3 | |
| 9 | 3 |
| Value | Count | Frequency (%) |
| 37 | 3 | |
| 36 | 3 | |
| 35 | 3 | |
| 34 | 3 | |
| 33 | 3 | |
| 32 | 3 | |
| 31 | 3 | |
| 30 | 3 | |
| 29 | 3 | |
| 28 | 3 |
| Distinct | 68 |
|---|---|
| Distinct (%) | 59.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1763.991228 |
| Minimum | 665 |
|---|---|
| Maximum | 3265 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 665 |
|---|---|
| 5-th percentile | 900 |
| Q1 | 1151.25 |
| median | 1707.5 |
| Q3 | 2251.25 |
| 95-th percentile | 2849.25 |
| Maximum | 3265 |
| Range | 2600 |
| Interquartile range (IQR) | 1100 |
Descriptive statistics
| Standard deviation | 647.5126608 |
|---|---|
| Coefficient of variation (CV) | 0.3670724948 |
| Kurtosis | -0.8340030349 |
| Mean | 1763.991228 |
| Median Absolute Deviation (MAD) | 557.5 |
| Skewness | 0.3076195824 |
| Sum | 201095 |
| Variance | 419272.6459 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1155 | 4 | 3.5% |
| 2430 | 4 | 3.5% |
| 2350 | 4 | 3.5% |
| 1095 | 4 | 3.5% |
| 900 | 4 | 3.5% |
| 1900 | 3 | 2.6% |
| 665 | 3 | 2.6% |
| 1695 | 3 | 2.6% |
| 2765 | 2 | 1.8% |
| 1875 | 2 | 1.8% |
| Other values (58) | 81 |
| Value | Count | Frequency (%) |
| 665 | 3 | |
| 870 | 1 | 0.9% |
| 900 | 4 | |
| 935 | 1 | 0.9% |
| 960 | 1 | 0.9% |
| 975 | 1 | 0.9% |
| 1010 | 1 | 0.9% |
| 1025 | 2 | |
| 1030 | 2 | |
| 1055 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 3265 | 2 | |
| 3045 | 2 | |
| 2885 | 2 | |
| 2830 | 1 | |
| 2770 | 2 | |
| 2765 | 2 | |
| 2655 | 2 | |
| 2605 | 1 | |
| 2565 | 1 | |
| 2530 | 1 |
| Distinct | 71 |
|---|---|
| Distinct (%) | 62.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 563.9813596 |
| Minimum | 5 |
|---|---|
| Maximum | 1885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 380 |
| median | 557.3 |
| Q3 | 753.26625 |
| 95-th percentile | 1052.17125 |
| Maximum | 1885 |
| Range | 1880 |
| Interquartile range (IQR) | 373.26625 |
Descriptive statistics
| Standard deviation | 360.725422 |
|---|---|
| Coefficient of variation (CV) | 0.6396052207 |
| Kurtosis | 2.084772348 |
| Mean | 563.9813596 |
| Median Absolute Deviation (MAD) | 194.9575 |
| Skewness | 0.7743304359 |
| Sum | 64293.875 |
| Variance | 130122.8301 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 525 | 6 | 5.3% |
| 820 | 4 | 3.5% |
| 435 | 4 | 3.5% |
| 700 | 4 | 3.5% |
| 1005 | 2 | 1.8% |
| 245 | 2 | 1.8% |
| 115 | 2 | 1.8% |
| 880 | 2 | 1.8% |
| 750 | 2 | 1.8% |
| 470 | 2 | 1.8% |
| Other values (61) | 84 |
| Value | Count | Frequency (%) |
| 5 | 2 | |
| 9.63 | 1 | |
| 10.15 | 1 | |
| 10.675 | 1 | |
| 15 | 2 | |
| 20 | 2 | |
| 30 | 2 | |
| 34.56 | 1 | |
| 80 | 2 | |
| 80.32 | 1 |
| Value | Count | Frequency (%) |
| 1885 | 2 | |
| 1579.2 | 1 | |
| 1175 | 2 | |
| 1139.775 | 1 | |
| 1005 | 2 | |
| 955 | 2 | |
| 945 | 2 | |
| 935.22 | 1 | |
| 925.3 | 1 | |
| 890.055 | 1 |
| Distinct | 58 |
|---|---|
| Distinct (%) | 50.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.69745614 |
| Minimum | 0 |
|---|---|
| Maximum | 315 |
| Zeros | 7 |
| Zeros (%) | 6.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 15.015 |
| median | 42.76 |
| Q3 | 110 |
| 95-th percentile | 246.675 |
| Maximum | 315 |
| Range | 315 |
| Interquartile range (IQR) | 94.985 |
Descriptive statistics
| Standard deviation | 81.2290373 |
|---|---|
| Coefficient of variation (CV) | 1.032168526 |
| Kurtosis | 0.6974312602 |
| Mean | 78.69745614 |
| Median Absolute Deviation (MAD) | 32.6325 |
| Skewness | 1.262884145 |
| Sum | 8971.51 |
| Variance | 6598.1565 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30 | 8 | 7.0% |
| 15 | 8 | 7.0% |
| 0 | 7 | 6.1% |
| 25 | 6 | 5.3% |
| 5 | 6 | 5.3% |
| 35 | 4 | 3.5% |
| 60 | 4 | 3.5% |
| 95 | 4 | 3.5% |
| 190 | 2 | 1.8% |
| 50 | 2 | 1.8% |
| Other values (48) | 63 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 5 | 6 | |
| 9.495 | 1 | 0.9% |
| 9.75 | 1 | 0.9% |
| 10 | 2 | 1.8% |
| 10.255 | 1 | 0.9% |
| 10.305 | 1 | 0.9% |
| 14.9 | 1 | 0.9% |
| 14.96 | 1 | 0.9% |
| 15 | 8 |
| Value | Count | Frequency (%) |
| 315 | 2 | |
| 295 | 2 | |
| 260.13 | 1 | |
| 259.35 | 1 | |
| 239.85 | 1 | |
| 230 | 2 | |
| 215 | 2 | |
| 210 | 2 | |
| 190.08 | 1 | |
| 190 | 2 |
| Distinct | 55 |
|---|---|
| Distinct (%) | 48.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.27223684 |
| Minimum | 0 |
|---|---|
| Maximum | 455 |
| Zeros | 23 |
| Zeros (%) | 20.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9.8125 |
| median | 39.95 |
| Q3 | 129.41 |
| 95-th percentile | 376.575 |
| Maximum | 455 |
| Range | 455 |
| Interquartile range (IQR) | 119.5975 |
Descriptive statistics
| Standard deviation | 125.8440418 |
|---|---|
| Coefficient of variation (CV) | 1.334900348 |
| Kurtosis | 1.285923317 |
| Mean | 94.27223684 |
| Median Absolute Deviation (MAD) | 39.95 |
| Skewness | 1.556324923 |
| Sum | 10747.035 |
| Variance | 15836.72285 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 23 | 20.2% |
| 15 | 6 | 5.3% |
| 5 | 4 | 3.5% |
| 25 | 4 | 3.5% |
| 55 | 4 | 3.5% |
| 10 | 4 | 3.5% |
| 375 | 2 | 1.8% |
| 45 | 2 | 1.8% |
| 70 | 2 | 1.8% |
| 65 | 2 | 1.8% |
| Other values (45) | 61 |
| Value | Count | Frequency (%) |
| 0 | 23 | |
| 5 | 4 | 3.5% |
| 9.495 | 1 | 0.9% |
| 9.75 | 1 | 0.9% |
| 10 | 4 | 3.5% |
| 10.11 | 1 | 0.9% |
| 10.26 | 1 | 0.9% |
| 15 | 6 | 5.3% |
| 15.48 | 1 | 0.9% |
| 20 | 2 | 1.8% |
| Value | Count | Frequency (%) |
| 455 | 2 | |
| 434.7 | 1 | |
| 430 | 2 | |
| 379.5 | 1 | |
| 375 | 2 | |
| 340 | 2 | |
| 335 | 2 | |
| 324.225 | 1 | |
| 299.98 | 1 | |
| 269.69 | 1 |
| Distinct | 67 |
|---|---|
| Distinct (%) | 58.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.1997368 |
| Minimum | 0 |
|---|---|
| Maximum | 555 |
| Zeros | 2 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13.34975 |
| Q1 | 45 |
| median | 92.5 |
| Q3 | 175 |
| 95-th percentile | 338.66625 |
| Maximum | 555 |
| Range | 555 |
| Interquartile range (IQR) | 130 |
Descriptive statistics
| Standard deviation | 112.7504316 |
|---|---|
| Coefficient of variation (CV) | 0.8934284209 |
| Kurtosis | 3.914916875 |
| Mean | 126.1997368 |
| Median Absolute Deviation (MAD) | 52.5 |
| Skewness | 1.811055159 |
| Sum | 14386.77 |
| Variance | 12712.65983 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 6 | 5.3% |
| 45 | 6 | 5.3% |
| 75 | 4 | 3.5% |
| 40 | 4 | 3.5% |
| 210 | 4 | 3.5% |
| 175 | 4 | 3.5% |
| 15 | 4 | 3.5% |
| 10 | 2 | 1.8% |
| 105 | 2 | 1.8% |
| 390 | 2 | 1.8% |
| Other values (57) | 76 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 9.63 | 1 | 0.9% |
| 10 | 2 | |
| 10.675 | 1 | 0.9% |
| 14.79 | 1 | 0.9% |
| 15 | 4 | |
| 24.7 | 1 | 0.9% |
| 25 | 2 | |
| 30 | 2 | |
| 30.3 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 555 | 2 | |
| 534.025 | 1 | |
| 415.53 | 1 | |
| 390 | 2 | |
| 311.025 | 1 | |
| 310 | 2 | |
| 260 | 2 | |
| 250.515 | 1 | |
| 250.035 | 1 | |
| 240 | 2 |
apartmentLessThanFiveStories
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 73 |
|---|---|
| Distinct (%) | 64.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 530.1420614 |
| Minimum | 45.24 |
|---|---|
| Maximum | 1010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 45.24 |
|---|---|
| 5-th percentile | 125.9125 |
| Q1 | 300 |
| median | 507.8625 |
| Q3 | 720 |
| 95-th percentile | 986.285 |
| Maximum | 1010 |
| Range | 964.76 |
| Interquartile range (IQR) | 420 |
Descriptive statistics
| Standard deviation | 261.6592034 |
|---|---|
| Coefficient of variation (CV) | 0.493564315 |
| Kurtosis | -0.9152869322 |
| Mean | 530.1420614 |
| Median Absolute Deviation (MAD) | 207.8625 |
| Skewness | 0.121627664 |
| Sum | 60436.195 |
| Variance | 68465.53871 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 300 | 6 | 5.3% |
| 1000 | 4 | 3.5% |
| 250 | 2 | 1.8% |
| 695 | 2 | 1.8% |
| 895 | 2 | 1.8% |
| 1010 | 2 | 1.8% |
| 625 | 2 | 1.8% |
| 720 | 2 | 1.8% |
| 725 | 2 | 1.8% |
| 455 | 2 | 1.8% |
| Other values (63) | 88 |
| Value | Count | Frequency (%) |
| 45.24 | 1 | |
| 60 | 2 | |
| 90 | 2 | |
| 99.75 | 1 | |
| 140 | 2 | |
| 155.52 | 1 | |
| 160.5 | 1 | |
| 170 | 2 | |
| 230.4 | 1 | |
| 244.725 | 1 |
| Value | Count | Frequency (%) |
| 1010 | 2 | |
| 1000 | 4 | |
| 978.9 | 1 | 0.9% |
| 974.4 | 1 | 0.9% |
| 954.27 | 1 | 0.9% |
| 935.195 | 1 | 0.9% |
| 925 | 2 | |
| 920.01 | 1 | 0.9% |
| 895 | 2 | |
| 870 | 2 |
| Distinct | 58 |
|---|---|
| Distinct (%) | 50.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 351.6162719 |
| Minimum | 0 |
|---|---|
| Maximum | 1580 |
| Zeros | 25 |
| Zeros (%) | 21.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 27.7625 |
| median | 255.015 |
| Q3 | 573.06 |
| 95-th percentile | 1110 |
| Maximum | 1580 |
| Range | 1580 |
| Interquartile range (IQR) | 545.2975 |
Descriptive statistics
| Standard deviation | 376.6559946 |
|---|---|
| Coefficient of variation (CV) | 1.071213208 |
| Kurtosis | 1.216025306 |
| Mean | 351.6162719 |
| Median Absolute Deviation (MAD) | 250.015 |
| Skewness | 1.289507502 |
| Sum | 40084.255 |
| Variance | 141869.7383 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 25 | 21.9% |
| 325 | 4 | 3.5% |
| 575 | 4 | 3.5% |
| 5 | 2 | 1.8% |
| 50 | 2 | 1.8% |
| 610 | 2 | 1.8% |
| 350 | 2 | 1.8% |
| 675 | 2 | 1.8% |
| 75 | 2 | 1.8% |
| 150 | 2 | 1.8% |
| Other values (48) | 67 |
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 5 | 2 | 1.8% |
| 15.36 | 1 | 0.9% |
| 25.35 | 1 | 0.9% |
| 35 | 2 | 1.8% |
| 50 | 2 | 1.8% |
| 64.9 | 1 | 0.9% |
| 75 | 2 | 1.8% |
| 80.84 | 1 | 0.9% |
| 90 | 2 | 1.8% |
| Value | Count | Frequency (%) |
| 1580 | 2 | |
| 1370.46 | 1 | |
| 1180 | 2 | |
| 1110 | 2 | |
| 1080 | 2 | |
| 1064.45 | 1 | |
| 1009.47 | 1 | |
| 980.49 | 1 | |
| 899.87 | 1 | |
| 885 | 2 |
| Distinct | 27 |
|---|---|
| Distinct (%) | 23.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.95241228 |
| Minimum | 0 |
|---|---|
| Maximum | 150 |
| Zeros | 49 |
| Zeros (%) | 43.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 5 |
| Q3 | 20 |
| 95-th percentile | 96.71375 |
| Maximum | 150 |
| Range | 150 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 34.32012456 |
|---|---|
| Coefficient of variation (CV) | 1.81085785 |
| Kurtosis | 5.668525736 |
| Mean | 18.95241228 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 2.45941641 |
| Sum | 2160.575 |
| Variance | 1177.87095 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0 | 49 | |
| 5 | 18 | 15.8% |
| 20 | 8 | 7.0% |
| 10 | 4 | 3.5% |
| 75 | 4 | 3.5% |
| 35 | 4 | 3.5% |
| 15 | 4 | 3.5% |
| 65 | 2 | 1.8% |
| 120 | 2 | 1.8% |
| 150 | 2 | 1.8% |
| Other values (17) | 17 | 14.9% |
| Value | Count | Frequency (%) |
| 0 | 49 | |
| 5 | 18 | 15.8% |
| 9.425 | 1 | 0.9% |
| 9.495 | 1 | 0.9% |
| 9.6 | 1 | 0.9% |
| 9.825 | 1 | 0.9% |
| 10 | 4 | 3.5% |
| 10.04 | 1 | 0.9% |
| 10.08 | 1 | 0.9% |
| 10.675 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 150 | 2 | |
| 149.64 | 1 | 0.9% |
| 124.745 | 1 | 0.9% |
| 120 | 2 | |
| 84.175 | 1 | 0.9% |
| 75 | 4 | |
| 70.11 | 1 | 0.9% |
| 65 | 2 | |
| 60.72 | 1 | 0.9% |
| 54.81 | 1 | 0.9% |
averageNumRooms
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 37 |
|---|---|
| Distinct (%) | 33.6% |
| Missing | 4 |
| Missing (%) | 3.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.773636364 |
| Minimum | 3.5 |
|---|---|
| Maximum | 8.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 3.5 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5.3 |
| median | 5.6 |
| Q3 | 6.5 |
| 95-th percentile | 7.365 |
| Maximum | 8.5 |
| Range | 5 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 1.04694201 |
|---|---|
| Coefficient of variation (CV) | 0.1813314771 |
| Kurtosis | -0.1708518958 |
| Mean | 5.773636364 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 0.08962215487 |
| Sum | 635.1 |
| Variance | 1.096087573 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 5.6 | 9 | 7.9% |
| 5.4 | 8 | 7.0% |
| 6.5 | 7 | 6.1% |
| 5.3 | 7 | 6.1% |
| 6.8 | 6 | 5.3% |
| 6 | 5 | 4.4% |
| 7.2 | 5 | 4.4% |
| 5.5 | 5 | 4.4% |
| 5.7 | 5 | 4.4% |
| 5.2 | 4 | 3.5% |
| Other values (27) | 49 | |
| (Missing) | 4 | 3.5% |
| Value | Count | Frequency (%) |
| 3.5 | 1 | 0.9% |
| 3.7 | 2 | |
| 3.9 | 2 | |
| 4 | 3 | |
| 4.1 | 1 | 0.9% |
| 4.2 | 1 | 0.9% |
| 4.3 | 1 | 0.9% |
| 4.4 | 3 | |
| 4.5 | 3 | |
| 4.7 | 2 |
| Value | Count | Frequency (%) |
| 8.5 | 1 | 0.9% |
| 8.2 | 2 | 1.8% |
| 7.7 | 1 | 0.9% |
| 7.5 | 2 | 1.8% |
| 7.2 | 5 | |
| 7.1 | 2 | 1.8% |
| 7 | 2 | 1.8% |
| 6.9 | 1 | 0.9% |
| 6.8 | 6 | |
| 6.7 | 1 | 0.9% |
| Distinct | 74 |
|---|---|
| Distinct (%) | 67.3% |
| Missing | 4 |
| Missing (%) | 3.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 297805.7182 |
| Minimum | 116910 |
|---|---|
| Maximum | 723201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 116910 |
|---|---|
| 5-th percentile | 150899.15 |
| Q1 | 225183.25 |
| median | 270969 |
| Q3 | 343631.25 |
| 95-th percentile | 525779 |
| Maximum | 723201 |
| Range | 606291 |
| Interquartile range (IQR) | 118448 |
Descriptive statistics
| Standard deviation | 125633.1459 |
|---|---|
| Coefficient of variation (CV) | 0.4218627724 |
| Kurtosis | 2.992525713 |
| Mean | 297805.7182 |
| Median Absolute Deviation (MAD) | 62095.5 |
| Skewness | 1.567696826 |
| Sum | 32758629 |
| Variance | 1.578368735 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 151431 | 2 | 1.8% |
| 302476 | 2 | 1.8% |
| 340284 | 2 | 1.8% |
| 279612 | 2 | 1.8% |
| 155535 | 2 | 1.8% |
| 241261 | 2 | 1.8% |
| 402059 | 2 | 1.8% |
| 240784 | 2 | 1.8% |
| 304330 | 2 | 1.8% |
| 294316 | 2 | 1.8% |
| Other values (64) | 90 | |
| (Missing) | 4 | 3.5% |
| Value | Count | Frequency (%) |
| 116910 | 1 | |
| 120872 | 1 | |
| 136526 | 1 | |
| 142499 | 1 | |
| 148100 | 1 | |
| 150464 | 1 | |
| 151431 | 2 | |
| 155535 | 2 | |
| 175911 | 1 | |
| 178227 | 1 |
| Value | Count | Frequency (%) |
| 723201 | 2 | |
| 720989 | 2 | |
| 558133 | 1 | |
| 525779 | 2 | |
| 498673 | 2 | |
| 482609 | 2 | |
| 479064 | 1 | |
| 447079 | 1 | |
| 413990 | 1 | |
| 402595 | 2 |
medianHouseholdIncome
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 74 |
|---|---|
| Distinct (%) | 67.3% |
| Missing | 4 |
| Missing (%) | 3.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51699.84545 |
| Minimum | 24784 |
|---|---|
| Maximum | 126261 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 24784 |
|---|---|
| 5-th percentile | 28665.5 |
| Q1 | 40858 |
| median | 47108 |
| Q3 | 60993.25 |
| 95-th percentile | 80018 |
| Maximum | 126261 |
| Range | 101477 |
| Interquartile range (IQR) | 20135.25 |
Descriptive statistics
| Standard deviation | 18090.55011 |
|---|---|
| Coefficient of variation (CV) | 0.3499149746 |
| Kurtosis | 5.08726132 |
| Mean | 51699.84545 |
| Median Absolute Deviation (MAD) | 8298 |
| Skewness | 1.788731864 |
| Sum | 5686983 |
| Variance | 327268003.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80018 | 2 | 1.8% |
| 49728 | 2 | 1.8% |
| 47053 | 2 | 1.8% |
| 54902 | 2 | 1.8% |
| 45218 | 2 | 1.8% |
| 61082 | 2 | 1.8% |
| 41594 | 2 | 1.8% |
| 64651 | 2 | 1.8% |
| 67383 | 2 | 1.8% |
| 42759 | 2 | 1.8% |
| Other values (64) | 90 | |
| (Missing) | 4 | 3.5% |
| Value | Count | Frequency (%) |
| 24784 | 1 | |
| 24800 | 1 | |
| 26722 | 1 | |
| 27846 | 1 | |
| 28382 | 2 | |
| 29012 | 1 | |
| 30793 | 2 | |
| 32870 | 2 | |
| 34298 | 1 | |
| 35431 | 1 |
| Value | Count | Frequency (%) |
| 126261 | 2 | |
| 117738 | 1 | |
| 84428 | 2 | |
| 80018 | 2 | |
| 74856 | 2 | |
| 74382 | 1 | |
| 72176 | 1 | |
| 72003 | 2 | |
| 70539 | 1 | |
| 67383 | 2 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| df_index | occupiedDwellings | singleDetached | semiDetached | rowHouses | apartmentInDuplex | apartmentLessThanFiveStories | apartmentMoreThanFiveStories | otherDwellings | averageNumRooms | averageValue | medianHouseholdIncome | medianRent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2385 | 720.270 | 81.090 | 131.175 | 31.005 | 810.900 | 615.330 | 0.000 | 5.9 | 257003.0 | 46273.0 | 701 |
| 1 | 1 | 2045 | 449.900 | 169.735 | 130.880 | 85.890 | 615.545 | 474.440 | 124.745 | 5.8 | 179541.0 | 40235.0 | 650 |
| 2 | 2 | 2565 | 890.055 | 164.160 | 10.260 | 415.530 | 705.375 | 379.620 | 0.000 | 5.7 | 178227.0 | 41043.0 | 665 |
| 3 | 3 | 975 | 629.850 | 9.750 | 9.750 | 60.450 | 244.725 | 25.350 | 0.000 | 7.2 | 344747.0 | 61874.0 | 647 |
| 4 | 4 | 1320 | 545.160 | 190.080 | 25.080 | 89.760 | 324.720 | 145.200 | 0.000 | 6.7 | 242734.0 | 62928.0 | 722 |
| 5 | 5 | 2830 | 783.910 | 79.240 | 299.980 | 234.890 | 749.950 | 679.200 | 0.000 | 5.7 | 187471.0 | 47163.0 | 685 |
| 6 | 6 | 1965 | 575.745 | 35.370 | 324.225 | 135.585 | 520.725 | 379.245 | 9.825 | 5.6 | 211287.0 | 35702.0 | 703 |
| 7 | 7 | 1920 | 764.160 | 30.720 | 0.000 | 115.200 | 430.080 | 574.080 | 0.000 | 5.5 | 262096.0 | 38319.0 | 683 |
| 8 | 8 | 2300 | 354.200 | 140.300 | 434.700 | 220.800 | 749.800 | 391.000 | 0.000 | 5.3 | 136526.0 | 34298.0 | 637 |
| 9 | 9 | 1440 | 750.240 | 149.760 | 234.720 | 145.440 | 155.520 | 0.000 | 10.080 | 6.8 | 148100.0 | 41323.0 | 475 |
Last rows
| df_index | occupiedDwellings | singleDetached | semiDetached | rowHouses | apartmentInDuplex | apartmentLessThanFiveStories | apartmentMoreThanFiveStories | otherDwellings | averageNumRooms | averageValue | medianHouseholdIncome | medianRent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 104 | 28 | 1695 | 750.0 | 40.0 | 5.0 | 130.0 | 460.0 | 295.0 | 20.0 | 5.4 | 241927.0 | 44958.0 | 672.0 |
| 105 | 29 | 2075 | 945.0 | 25.0 | 60.0 | 25.0 | 445.0 | 575.0 | 0.0 | 6.5 | 293761.0 | 61082.0 | 1011.0 |
| 106 | 30 | 2180 | 600.0 | 70.0 | 70.0 | 205.0 | 1010.0 | 215.0 | 10.0 | 5.4 | 270969.0 | 44621.0 | 740.0 |
| 107 | 31 | 1730 | 470.0 | 110.0 | 25.0 | 125.0 | 700.0 | 150.0 | 150.0 | 5.3 | 206460.0 | 41594.0 | 750.0 |
| 108 | 32 | 1990 | 880.0 | 315.0 | 85.0 | 90.0 | 625.0 | 0.0 | 0.0 | 6.5 | 239150.0 | 60602.0 | 683.0 |
| 109 | 33 | 1270 | 525.0 | 230.0 | 55.0 | 90.0 | 295.0 | 0.0 | 75.0 | 6.1 | 155535.0 | 49728.0 | 706.0 |
| 110 | 34 | 900 | 700.0 | 65.0 | 0.0 | 10.0 | 60.0 | 5.0 | 65.0 | 7.2 | 192841.0 | 64651.0 | 734.0 |
| 111 | 35 | 3265 | 1885.0 | 100.0 | 375.0 | 45.0 | 525.0 | 325.0 | 0.0 | 7.5 | 302476.0 | 84428.0 | 1309.0 |
| 112 | 36 | 1535 | 20.0 | 15.0 | 10.0 | 15.0 | 400.0 | 1080.0 | 0.0 | NaN | NaN | NaN | NaN |
| 113 | 37 | 2160 | 15.0 | 5.0 | 20.0 | 15.0 | 1000.0 | 1110.0 | 0.0 | NaN | NaN | NaN | NaN |
Most frequently occurring
| df_index | occupiedDwellings | singleDetached | semiDetached | rowHouses | apartmentInDuplex | apartmentLessThanFiveStories | apartmentMoreThanFiveStories | otherDwellings | averageNumRooms | averageValue | medianHouseholdIncome | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2430 | 700.0 | 95.0 | 145.0 | 45.0 | 870.0 | 575.0 | 0.0 | 5.8 | 283020.0 | 45134.0 | 2 |
| 1 | 1 | 2095 | 455.0 | 175.0 | 135.0 | 75.0 | 650.0 | 480.0 | 120.0 | 5.7 | 230158.0 | 41444.0 | 2 |
| 2 | 2 | 3045 | 1005.0 | 210.0 | 25.0 | 390.0 | 735.0 | 675.0 | 0.0 | 5.6 | 232374.0 | 48312.0 | 2 |
| 3 | 3 | 1155 | 730.0 | 30.0 | 0.0 | 55.0 | 300.0 | 35.0 | 0.0 | 7.2 | 402595.0 | 74856.0 | 2 |
| 4 | 4 | 1455 | 615.0 | 215.0 | 40.0 | 90.0 | 300.0 | 195.0 | 0.0 | 6.6 | 290299.0 | 65536.0 | 2 |
| 5 | 5 | 2885 | 820.0 | 75.0 | 340.0 | 260.0 | 710.0 | 670.0 | 5.0 | 5.6 | 253840.0 | 56099.0 | 2 |
| 6 | 6 | 1945 | 525.0 | 15.0 | 335.0 | 160.0 | 535.0 | 370.0 | 5.0 | 5.4 | 240784.0 | 36344.0 | 2 |
| 7 | 7 | 1900 | 795.0 | 30.0 | 0.0 | 85.0 | 415.0 | 570.0 | 0.0 | 5.5 | 340284.0 | 46551.0 | 2 |
| 8 | 8 | 2350 | 380.0 | 190.0 | 430.0 | 175.0 | 725.0 | 445.0 | 5.0 | 5.2 | 184205.0 | 40858.0 | 2 |
| 9 | 9 | 1495 | 820.0 | 155.0 | 220.0 | 120.0 | 170.0 | 0.0 | 5.0 | 6.8 | 241261.0 | 50193.0 | 2 |